🔍 In this video, we introduce Hierarchical Clustering using the agglomerative approach! 📊 Learn the theory of hierarchical clustering in clear, simple and visual manner.
Starting with individual data points to comprehensive clusters, understand the hierarchical clustering in a step-by-step way. 🚀 Guiding you through each step of the agglomerative process. Witness how the algorithm intelligently merges similar data points, which leads to the emergence of larger and more cohesive clusters.
But that's not all! 🌳 As the clusters evolve, so does the dendrogram—a graphical representation that elegantly captures the essence of hierarchical clustering. Witness the dendrogram's growth in real-time, mirroring the algorithm's progression. Understand the importance of interpreting the dendrogram's structure, as it provides valuable insights into the data's underlying structure and relationships.
📈 Learn how this approach excels in revealing natural groupings within data when the number of clusters isn't predefined.
🤔 Understand its opportunities in terms of computation and sensitivity to noise and outliers.
Happy Learning!
